{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "text": [
      "[('10879', '124005'), ('24579', '24577'), ('28825', '28826'), ('28826', '28825'), ('29570', '34529'), ('29570', '29571'), ('29570', '131191'), ('29570', '29573'), ('29570', '68135'), ('29571', '29570'), ('29571', '34649'), ('29573', '29570'), ('29575', '131006'), ('29591', '68258'), ('29602', '68298'), ('30239', '33188'), ('30240', '131374'), ('30374', '33836'), ('30374', '133030'), ('30374', '387257'), ('30374', '445043'), ('30374', '35052'), ('30374', '132043'), ('30374', '33186'), ('30374', '131629'), ('30374', '131074'), ('30374', '99984'), ('30374', '100017'), ('30374', '14022'), ('30374', '338447'), ('30595', '30596'), ('30595', '34219'), ('30598', '134697'), ('30598', '30597'), ('30674', '34706'), ('30713', '34169'), ('30713', '34170'), ('30713', '34171'), ('30713', '34173'), ('30713', '34174'), ('30713', '34175'), ('30713', '34177'), ('30713', '34178'), ('30849', '34758'), ('30849', '29578'), ('33186', '445054'), ('33186', '129895'), ('33186', '30374'), ('33186', '34923'), ('33188', '30239'), ('33465', '127941'), ('33465', '34673'), ('33879', '69655'), ('34169', '30713'), ('34174', '30713'), ('34175', '30713'), ('34178', '30713'), ('34215', '34219'), ('34219', '34215'), ('34219', '30595'), ('34529', '29570'), ('34529', '131074'), ('34529', '30631'), ('34532', '224115'), ('34532', '132431'), ('34532', '445032'), ('34532', '445033'), ('34532', '445034'), ('34532', '445035'), ('34532', '390632'), ('34532', '68057'), ('34532', '126379'), ('34532', '127563'), ('34532', '127947'), ('34532', '128554'), ('34532', '128984'), ('34532', '131191'), ('34532', '132018'), ('34532', '200738'), ('34532', '417084'), ('34532', '430996'), ('34532', '445015'), ('34532', '133043'), ('34532', '338447'), ('34579', '128478'), ('34579', '131041'), ('34580', '67718'), ('34648', '126247'), ('34649', '29571'), ('34649', '133523'), ('34673', '33465'), ('34742', '34743'), ('34742', '126378'), ('34742', '131508'), ('34742', '132606'), ('34743', '34742'), ('34748', '131955'), ('34758', '30849'), ('34921', '34925'), ('35052', '30374'), ('35063', '56634'), ('59056', '69063'), ('59056', '57124'), ('67161', '127933'), ('67166', '128592'), ('67166', '130890'), ('67166', '133212'), ('67612', '445022'), ('67718', '34580'), ('67922', '68133'), ('68057', '34532'), ('68057', '128984'), ('68057', '201270'), ('68133', '67922'), ('68135', '29570'), ('68258', '445043'), ('68258', '29591'), ('68298', '29602'), ('99984', '30374'), ('124005', '10879'), ('124886', '68336'), ('124893', '126814'), ('128456', '131191'), ('128554', '34532'), ('131074', '34529'), ('131074', '30374'), ('132018', '34532'), ('132018', '10731'), ('133043', '34532'), ('133043', '126525'), ('133043', '132318'), ('134565', '123742'), ('134565', '340117'), ('134565', '340785'), ('134565', '352376'), ('417084', '34532'), ('445015', '34532'), ('445043', '30374'), ('445043', '68258'), ('445043', '133211'), ('29574', '122246'), ('30631', '34529')]\n"
     ],
     "output_type": "stream"
    },
    {
     "data": {
      "text/plain": "<Figure size 540x540 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import csv\n",
    "from matplotlib import pyplot as plt\n",
    "import networkx as nx\n",
    "from numpy import random as nprand\n",
    "\n",
    "plt.rcParams.update({\n",
    "\t'figure.figsize': (50,50),\n",
    "\t'axes.spines.right': False,\n",
    "\t'axes.spines.left': False,\n",
    "\t'axes.spines.top': False,\n",
    "\t'axes.spines.bottom': False})\n",
    "\n",
    "\t# Seed random number generator\n",
    "\n",
    "\t\n",
    "seed = hash(\"Network Science in Python\") % 2 ** 32\n",
    "nprand.seed(seed)\n",
    "G = nx.DiGraph()\n",
    "with open(\"csv/nodes.csv\", 'r', encoding='utf-8', newline='') as f:\n",
    "\tnext(f)\n",
    "\tr = csv.reader(f)\n",
    "\tfor row in r:\n",
    "\t\t#personId = row[0], indexYear = row[2], addrName = row[3], x = row[4], y = row[5]\n",
    "\t\tpersonId = row[0]#作为id\n",
    "\t\tG.add_node(personId)\n",
    "\t\tg = G.nodes[personId]\n",
    "\t\tg[\"female\"] = '男' if row[1] == '1' else '女'\n",
    "\t\tg[\"index_year\"] = row[2]\n",
    "\t\tg[\"addr_name\"] = row[3]\n",
    "\t\tg[\"x\"] = row[4]\n",
    "\t\tg[\"y\"] = row[5]\n",
    "\n",
    "with open(\"csv/edges.csv\", 'r', encoding='utf-8', newline='') as f:\n",
    "\tnext(f)\n",
    "\tr = csv.reader(f)\n",
    "\tfor row in r:\n",
    "\t\t#sourceId,sourceName,assocType,targetId,assocDesc\n",
    "\t\tG.add_edge(row[0],row[3])\n",
    "print(G.edges)\n",
    "plt.figure(figsize=(7.5, 7.5))\n",
    "nx.draw_networkx(G,pos = nx.drawing.spring_layout(G),with_labels=False,arrows=20)\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "source": [],
    "metadata": {
     "collapsed": false
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}